{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "71bcc572-add3-47a0-8d0d-9c8dc359eebc",
   "metadata": {},
   "source": [
    "## 数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a146b84-e2c1-4bf9-9e63-1fa0eb4640be",
   "metadata": {},
   "source": [
    "### py连接数据库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "075ca113-94c2-4466-8986-33d830467a75",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   id             date                    title  \\\n",
      "0   1  2911月盘后16:22:26  盘后: 指数消除破位风险 资金持续流入至关重要   \n",
      "1   2  2911月盘前08:38:55  盘前:小市值股相对活跃 但扭转趋势关键是权重    \n",
      "2   3  2811月盘后16:42:45   盘后: 指数下跌空间有限 小市值股会反复活跃   \n",
      "3   4  2811月盘前08:52:53     盘前: 市场还有上冲动能 空间不宜看过高   \n",
      "4   5  2711月盘后17:00:31    盘后:反弹几乎一步到位 弹性还得看科技题材   \n",
      "5   6  2711月盘前08:57:30    盘前:指数层面持续走低 市场风险偏好降低    \n",
      "6   7  2611月盘后16:45:56     盘后: 白马权重初步企稳 市场现反弹契机   \n",
      "7   8  2611月盘前08:59:35       盘前:冰火两重天格局 短期尚难言企稳   \n",
      "8   9  2511月盘后16:30:16        盘后:指数探底回升 短期尚难言企稳   \n",
      "9  10  2511月盘前08:53:03     盘前:短线仍有惯性下探 权重有望探底回升   \n",
      "\n",
      "                                             comment  \n",
      "0  1.市场表现大金融突然发力上证3300失而复得股三大指数低开高走，大幅反弹，截止收盘，沪指涨...  \n",
      "1  1.市场表现大盘股反抽无力高位股尾盘跳水股两市昨日震荡走低，创业板指尾盘加速下行一度跌近2%...  \n",
      "2  概述：随着全市场量能再度温和放出，短期指数下跌空间有限，有了指数的保驾护航，预计科技题材、小...  \n",
      "3  概述：两市仍被反压趋势线压制，短期还有上冲动能，但空间不宜看过高。短期下跌空间被封杀，上涨仍...  \n",
      "4  1.市场表现市场型反弹双创板后来居上股三大指数今天探底回升，创业板指领涨，全市场超4300只...  \n",
      "5  1.市场表现高位股集体大跌成交量两个月新低股三大指数昨日冲高回落集体收阴，截至收盘，沪指跌0...  \n",
      "6  概述：权重板块午后展示出抗跌特性，资金或将从高位向低位切换，为白马权重股带来一定的反弹契机，...  \n",
      "7  1.市场表现热点聚焦于题材股冰火两重天格局股市场昨日探底回升，三大指数微跌，全市场超3700...  \n",
      "8  1.市场表现热点聚焦于题材股大盘蓝筹黯然失色股市场全天探底回升，三大指数微跌，全市场超370...  \n",
      "9  1.市场表现大盘放量大跌百点情绪明显趋于谨情上周股主要股指震荡下挫，上证指数收3267点。个...  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import pymysql\n",
    "\n",
    "def get_con():\n",
    "    conn = pymysql.Connect(host=\"127.0.0.1\",user=\"root\",\n",
    "                          password=\"hhxxttxs.lj\",db=\"scrapy_demo\",charset='utf8')\n",
    "    cursor = conn.cursor()\n",
    "    return conn,cursor\n",
    "def close_conn(conn,cursor):\n",
    "    cursor.close()\n",
    "    conn.close()\n",
    "def query(sql,*args):\n",
    "    conn,cursor = get_con()\n",
    "    cursor.execute(sql,args)\n",
    "    res = cursor.fetchall()\n",
    "    close_conn(conn,cursor)\n",
    "    return res\n",
    "def get_data():\n",
    "    sql =\"select * from stock_comment\"\n",
    "    res = query(sql)\n",
    "    return res\n",
    "text = get_data()\n",
    "text = pd.DataFrame(text,columns=['id','date','title','comment'])\n",
    "print(text)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20c7241a-62af-418d-b96a-88d6b3de5a54",
   "metadata": {},
   "source": [
    "### 处理日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "c6bfcbcb-2715-483a-a473-eb795d7ad60a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   id                date                    title  \\\n",
      "0   1 2024-11-29 16:22:26  盘后: 指数消除破位风险 资金持续流入至关重要   \n",
      "1   2 2024-11-29 08:38:55  盘前:小市值股相对活跃 但扭转趋势关键是权重    \n",
      "2   3 2024-11-28 16:42:45   盘后: 指数下跌空间有限 小市值股会反复活跃   \n",
      "3   4 2024-11-28 08:52:53     盘前: 市场还有上冲动能 空间不宜看过高   \n",
      "4   5 2024-11-27 17:00:31    盘后:反弹几乎一步到位 弹性还得看科技题材   \n",
      "5   6 2024-11-27 08:57:30    盘前:指数层面持续走低 市场风险偏好降低    \n",
      "6   7 2024-11-26 16:45:56     盘后: 白马权重初步企稳 市场现反弹契机   \n",
      "7   8 2024-11-26 08:59:35       盘前:冰火两重天格局 短期尚难言企稳   \n",
      "8   9 2024-11-25 16:30:16        盘后:指数探底回升 短期尚难言企稳   \n",
      "9  10 2024-11-25 08:53:03     盘前:短线仍有惯性下探 权重有望探底回升   \n",
      "\n",
      "                                             comment  \n",
      "0  1.市场表现大金融突然发力上证3300失而复得股三大指数低开高走，大幅反弹，截止收盘，沪指涨...  \n",
      "1  1.市场表现大盘股反抽无力高位股尾盘跳水股两市昨日震荡走低，创业板指尾盘加速下行一度跌近2%...  \n",
      "2  概述：随着全市场量能再度温和放出，短期指数下跌空间有限，有了指数的保驾护航，预计科技题材、小...  \n",
      "3  概述：两市仍被反压趋势线压制，短期还有上冲动能，但空间不宜看过高。短期下跌空间被封杀，上涨仍...  \n",
      "4  1.市场表现市场型反弹双创板后来居上股三大指数今天探底回升，创业板指领涨，全市场超4300只...  \n",
      "5  1.市场表现高位股集体大跌成交量两个月新低股三大指数昨日冲高回落集体收阴，截至收盘，沪指跌0...  \n",
      "6  概述：权重板块午后展示出抗跌特性，资金或将从高位向低位切换，为白马权重股带来一定的反弹契机，...  \n",
      "7  1.市场表现热点聚焦于题材股冰火两重天格局股市场昨日探底回升，三大指数微跌，全市场超3700...  \n",
      "8  1.市场表现热点聚焦于题材股大盘蓝筹黯然失色股市场全天探底回升，三大指数微跌，全市场超370...  \n",
      "9  1.市场表现大盘放量大跌百点情绪明显趋于谨情上周股主要股指震荡下挫，上证指数收3267点。个...  \n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "def date_transfrom(res):\n",
    "    if not isinstance(res, str):\n",
    "        return res  \n",
    "    res = res.replace('月盘前',\" \")\n",
    "    res = res.replace('月盘后',\" \")\n",
    "    ##print(res)\n",
    "    day = res[:2]\n",
    "    month = res[2:4]\n",
    "    time = res[4:]\n",
    "    formatted_string = f\"{str(datetime.now().year)} {month} {day} {time}\"\n",
    "    ##print(formatted_string)\n",
    "    datetime_object = datetime.strptime(formatted_string,'%Y %m %d %H:%M:%S')\n",
    "    return datetime_object\n",
    "    \n",
    "result = text['date']\n",
    "result = result.apply(date_transfrom)\n",
    "text['date'] = result\n",
    "print(text)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57b3e9ce-a5c1-492d-afa4-edae9b2bbc5b",
   "metadata": {},
   "source": [
    "### 制作词云图之合成文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3d39df15-91b7-40fd-a4b8-e661eb335e25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "content:1市场表现大金融突然发力上证3300失而复得股三大指数低开高走大幅反弹截止收盘沪指涨093收报332646点深证成指涨172收报1061172点创业板指涨251市场表现大盘股反抽无力高位股尾盘跳水股两市昨日震荡走低创业板指尾盘加速下行一度跌近2多只高位股尾盘跳水全市场成交额153万亿较上个交易日放量325亿截至收盘沪指跌04概述随着全市场量能再度温和放出短期指数下跌空间有限有了指数的保驾护航预计科技题材小市值股会反复活跃1市场表现市场型反弹双创板后来居上股两市今天震荡走低创业板指尾盘概述两市仍被反压趋势线压制短期还有上冲动能但空间不宜看过高短期下跌空间被封杀上涨仍缺乏足够催化1市场表现市场型反弹双创板后来居上股三大指数昨日探底回升创业板指领涨1市场表现市场型反弹双创板后来居上股三大指数今天探底回升创业板指领涨全市场超4300只个股上涨逾百股涨超9沪深两市全天成交额146万亿较上个交易日放量1538亿盘面上1市场表现高位股集体大跌成交量两个月新低股三大指数昨日冲高回落集体收阴截至收盘沪指跌012收报325976点深证成指跌084收报1033323点创业板指跌115概述权重板块午后展示出抗跌特性资金或将从高位向低位切换为白马权重股带来一定的反弹契机但小盘股亦有可能后来居上展现其涨跌弹性1市场表现高位股集体大跌成交量两个月新低股三1市场表现热点聚焦于题材股冰火两重天格局股市场昨日探底回升三大指数微跌全市场超3700只个股上涨逾150股涨停逾200股涨超9沪深两市全天成交额149万亿较上个交易日缩量1市场表现热点聚焦于题材股大盘蓝筹黯然失色股市场全天探底回升三大指数微跌全市场超3700只个股上涨逾150股涨停逾200股涨超9沪深两市全天成交额149万亿较上个交易日缩1市场表现大盘放量大跌百点情绪明显趋于谨情上周股主要股指震荡下挫上证指数收3267点个股板块普跌通信食品饮料和社会服务跌幅位居前列美股方面上周标普500指数上涨168纳\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "##text.drop(labels=['id','date'],axis=1,inplace=True) ## 这里删除列 若axis = 0 则删除行 inplace 是否就地修改\n",
    "content =text.sum()\n",
    "title = content.title\n",
    "comment = content.comment\n",
    "pattern = r'[a-zA-Z0-9\\u4e00-\\u9fff]+' ## 中文字符的unicode 范围\n",
    "title = re.findall(pattern,title,re.S)\n",
    "comment = re.findall(pattern,comment,re.S)\n",
    "title=\"\".join(title)\n",
    "comment=\"\".join(comment)\n",
    "##print(title)\n",
    "print(f\"content:{comment}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "c1036eff-549d-4e85-97a1-23df6b20701c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 1.211 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 大 金融 突然 发力 上证 3300 失而复得 股三大 指数 低开 高 走 大幅 反弹 截止 收盘 沪 指涨 093 收报 332646 点 深证 成指涨 172 收报 1061172 点 创业板 指涨 251 大盘股 反 抽 无力 高位 股 尾盘 跳水 股两市 昨日 震荡 走低 创业板 指 尾盘 加速 下行 一度 跌近 2 多只 高位 股 尾盘 跳水 全 成交额 153 万亿 较 上 个 交易日 放量 325 亿 截至 收盘 沪 指跌 04 概述 随着 全 量 能 再度 温和 放出 短期 指数 下跌 空间 有限 有 了 指数 的 保驾护航 预计 科技 题材 小 市值 股会 反复 活跃 1 型 反弹 双 创板 后来居上 股两市 今天 震荡 走低 创业板 指 尾盘 概述 两市 仍 被 反压 趋势 线 压制 短期 还有 上 冲动 能 但 空间 不宜 看过 高 短期 下跌 空间 被 封杀 上涨 仍 缺乏 足够 催化 1 型 反弹 双 创板 后来居上 股三大 指数 昨日 探底 回升 创业板 指领 涨 1 型 反弹 双 创板 后来居上 股三大 指数 今天 探底 回升 创业板 指领 涨全 超 4300 只 个股 上涨 逾百股 涨超 9 沪 深 两市 全天 成交额 146 万亿 较 上 个 交易日 放量 1538 亿 盘面 上 1 高位 股 集体 大跌 成交量 两个 月 新低 股三大 指数 昨日 冲高 回落 集体 收阴 截至 收盘 沪 指跌 012 收报 325976 点 深证 成指 跌 084 收报 1033323 点 创业板 指跌 115 概述 权重 板块 午后 展示 出 抗跌 特性 资金 或 将 从 高位 向 低位 切换 为 白马 权重股 带来 一定 的 反弹 契机 但 小盘股 亦 有 可能 后来居上 展现 其 涨跌 弹性 1 高位 股 集体 大跌 成交量 两个 月 新低 股三 1 热点 聚焦 于 题材股 冰火 两重天 格局 股 昨日 探底 回升 三大 指数 微跌全 超 3700 只 个股 上涨 逾 150 股 涨停 逾 200 股涨 超 9 沪 深 两市 全天 成交额 149 万亿 较 上 个 交易日 缩量 1 热点 聚焦 于 题材股 大盘 蓝筹 黯然失色 股 全天 探底 回升 三大 指数 微跌全 超 3700 只 个股 上涨 逾 150 股 涨停 逾 200 股涨 超 9 沪 深 两市 全天 成交额 149 万亿 较 上 个 交易日 缩 1 大盘 放量 大跌 百点 情绪 明显 趋于 谨情 上周 股 主要 股指 震荡 下挫 上证指数 收 3267 点 个股 板块 普跌 通信 食品饮料 和 社会 服务 跌幅 位居 前列 美股 方面 上周 标普 500 指数 上涨 168 纳\n"
     ]
    }
   ],
   "source": [
    "import jieba\n",
    "def cutWords(content):\n",
    "    wordlist_jieba=jieba.lcut(content)\n",
    "    return wordlist_jieba\n",
    "title = cutWords(title)\n",
    "comment = cutWords(comment)\n",
    "while '盘前' in title:\n",
    "        title.remove('盘前')\n",
    "while '盘后' in title:\n",
    "    title.remove('盘后')\n",
    "space_title =' '.join(title)\n",
    "while '市场' in comment:\n",
    "    comment.remove('市场')\n",
    "while '表现' in comment:\n",
    "    comment.remove('表现')\n",
    "space_comment =' '.join(comment)\n",
    "print(space_comment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "ce5d92c3-36d0-411f-b104-fee9a5cd4baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1afc96d71d0>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3600x3600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from wordcloud import WordCloud\n",
    "WC = WordCloud(\n",
    "        max_words=100,\n",
    "        height=400,  # 输出图像高度\n",
    "        background_color='white',  # 背景颜色\n",
    "        font_path='msyh.ttc',  # 中文字体路径，确保正确显示中文字符 [ty-reference](15)\n",
    "        mode='RGBA',\n",
    "        mask=None\n",
    "    )\n",
    "WC.generate(space_title)\n",
    "WC.generate(space_comment)\n",
    "plt.figure(figsize=(6,6),dpi=600)\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(WC)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25746a95-f7ac-4e6a-a06a-ace6aae3ad49",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
